{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "LogisticRegression_AdvertisingData.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyMVRldr/nMFOH8WI8ooUE5c",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/Divyanshu-ISM/Oil-and-Gas-data-analysis/blob/master/LogisticRegression_AdvertisingData.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tThA_ckVi9tI",
        "colab_type": "text"
      },
      "source": [
        "#Aim - \n",
        "Based on the given Features, our aim is to check if the user will click on a particular Ad or not. \n",
        "\n",
        "Y(Clicking on Ad?) - 1(Yes) & 0(No)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RWI-Cv7VlE4V",
        "colab_type": "text"
      },
      "source": [
        "#1. Import Libraries and Get the Data-set."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "B5yomfFBizWr",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "%matplotlib inline"
      ],
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "U2t8R7xTyxZU",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from scipy import stats"
      ],
      "execution_count": 28,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lkMrvZ-wk7nz",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 306
        },
        "outputId": "e633e2c7-4d78-44f8-f55d-6d688c347cbf"
      },
      "source": [
        "df = pd.read_csv('/content/advertising.csv')\n",
        "\n",
        "df.head()"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Daily Time Spent on Site</th>\n",
              "      <th>Age</th>\n",
              "      <th>Area Income</th>\n",
              "      <th>Daily Internet Usage</th>\n",
              "      <th>Ad Topic Line</th>\n",
              "      <th>City</th>\n",
              "      <th>Male</th>\n",
              "      <th>Country</th>\n",
              "      <th>Timestamp</th>\n",
              "      <th>Clicked on Ad</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>68.95</td>\n",
              "      <td>35</td>\n",
              "      <td>61833.90</td>\n",
              "      <td>256.09</td>\n",
              "      <td>Cloned 5thgeneration orchestration</td>\n",
              "      <td>Wrightburgh</td>\n",
              "      <td>0</td>\n",
              "      <td>Tunisia</td>\n",
              "      <td>2016-03-27 00:53:11</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>80.23</td>\n",
              "      <td>31</td>\n",
              "      <td>68441.85</td>\n",
              "      <td>193.77</td>\n",
              "      <td>Monitored national standardization</td>\n",
              "      <td>West Jodi</td>\n",
              "      <td>1</td>\n",
              "      <td>Nauru</td>\n",
              "      <td>2016-04-04 01:39:02</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>69.47</td>\n",
              "      <td>26</td>\n",
              "      <td>59785.94</td>\n",
              "      <td>236.50</td>\n",
              "      <td>Organic bottom-line service-desk</td>\n",
              "      <td>Davidton</td>\n",
              "      <td>0</td>\n",
              "      <td>San Marino</td>\n",
              "      <td>2016-03-13 20:35:42</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>74.15</td>\n",
              "      <td>29</td>\n",
              "      <td>54806.18</td>\n",
              "      <td>245.89</td>\n",
              "      <td>Triple-buffered reciprocal time-frame</td>\n",
              "      <td>West Terrifurt</td>\n",
              "      <td>1</td>\n",
              "      <td>Italy</td>\n",
              "      <td>2016-01-10 02:31:19</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>68.37</td>\n",
              "      <td>35</td>\n",
              "      <td>73889.99</td>\n",
              "      <td>225.58</td>\n",
              "      <td>Robust logistical utilization</td>\n",
              "      <td>South Manuel</td>\n",
              "      <td>0</td>\n",
              "      <td>Iceland</td>\n",
              "      <td>2016-06-03 03:36:18</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   Daily Time Spent on Site  Age  ...            Timestamp  Clicked on Ad\n",
              "0                     68.95   35  ...  2016-03-27 00:53:11              0\n",
              "1                     80.23   31  ...  2016-04-04 01:39:02              0\n",
              "2                     69.47   26  ...  2016-03-13 20:35:42              0\n",
              "3                     74.15   29  ...  2016-01-10 02:31:19              0\n",
              "4                     68.37   35  ...  2016-06-03 03:36:18              0\n",
              "\n",
              "[5 rows x 10 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1By4SnLPlJTY",
        "colab_type": "text"
      },
      "source": [
        "#2. Get a Feel of the Data\n",
        ">info - to check for dtypes & null %. \n",
        "\n",
        ">describe - summary statistics. "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jj8IMamXlC-e",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 306
        },
        "outputId": "19bd1004-301a-409d-dc16-c007fdac1d40"
      },
      "source": [
        "df.info()"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 1000 entries, 0 to 999\n",
            "Data columns (total 10 columns):\n",
            " #   Column                    Non-Null Count  Dtype  \n",
            "---  ------                    --------------  -----  \n",
            " 0   Daily Time Spent on Site  1000 non-null   float64\n",
            " 1   Age                       1000 non-null   int64  \n",
            " 2   Area Income               1000 non-null   float64\n",
            " 3   Daily Internet Usage      1000 non-null   float64\n",
            " 4   Ad Topic Line             1000 non-null   object \n",
            " 5   City                      1000 non-null   object \n",
            " 6   Male                      1000 non-null   int64  \n",
            " 7   Country                   1000 non-null   object \n",
            " 8   Timestamp                 1000 non-null   object \n",
            " 9   Clicked on Ad             1000 non-null   int64  \n",
            "dtypes: float64(3), int64(3), object(4)\n",
            "memory usage: 78.2+ KB\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JJdLroxNlk2Z",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#Conclusions - 1000 examples. 5 numeric, 5 object. No null values."
      ],
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QtLnWWtVlx_Y",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        },
        "outputId": "82824c0c-36a9-4542-bb0a-3b1551ce3a69"
      },
      "source": [
        "df.describe()"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Daily Time Spent on Site</th>\n",
              "      <th>Age</th>\n",
              "      <th>Area Income</th>\n",
              "      <th>Daily Internet Usage</th>\n",
              "      <th>Male</th>\n",
              "      <th>Clicked on Ad</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>1000.000000</td>\n",
              "      <td>1000.000000</td>\n",
              "      <td>1000.000000</td>\n",
              "      <td>1000.000000</td>\n",
              "      <td>1000.000000</td>\n",
              "      <td>1000.00000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>65.000200</td>\n",
              "      <td>36.009000</td>\n",
              "      <td>55000.000080</td>\n",
              "      <td>180.000100</td>\n",
              "      <td>0.481000</td>\n",
              "      <td>0.50000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>15.853615</td>\n",
              "      <td>8.785562</td>\n",
              "      <td>13414.634022</td>\n",
              "      <td>43.902339</td>\n",
              "      <td>0.499889</td>\n",
              "      <td>0.50025</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>32.600000</td>\n",
              "      <td>19.000000</td>\n",
              "      <td>13996.500000</td>\n",
              "      <td>104.780000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>51.360000</td>\n",
              "      <td>29.000000</td>\n",
              "      <td>47031.802500</td>\n",
              "      <td>138.830000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.00000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>68.215000</td>\n",
              "      <td>35.000000</td>\n",
              "      <td>57012.300000</td>\n",
              "      <td>183.130000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.50000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>78.547500</td>\n",
              "      <td>42.000000</td>\n",
              "      <td>65470.635000</td>\n",
              "      <td>218.792500</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.00000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>91.430000</td>\n",
              "      <td>61.000000</td>\n",
              "      <td>79484.800000</td>\n",
              "      <td>269.960000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.00000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "       Daily Time Spent on Site          Age  ...         Male  Clicked on Ad\n",
              "count               1000.000000  1000.000000  ...  1000.000000     1000.00000\n",
              "mean                  65.000200    36.009000  ...     0.481000        0.50000\n",
              "std                   15.853615     8.785562  ...     0.499889        0.50025\n",
              "min                   32.600000    19.000000  ...     0.000000        0.00000\n",
              "25%                   51.360000    29.000000  ...     0.000000        0.00000\n",
              "50%                   68.215000    35.000000  ...     0.000000        0.50000\n",
              "75%                   78.547500    42.000000  ...     1.000000        1.00000\n",
              "max                   91.430000    61.000000  ...     1.000000        1.00000\n",
              "\n",
              "[8 rows x 6 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6R64TRZTlzz7",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 85
        },
        "outputId": "830e111b-dd6e-448c-a9af-02b86efb8516"
      },
      "source": [
        "df.columns"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['Daily Time Spent on Site', 'Age', 'Area Income',\n",
              "       'Daily Internet Usage', 'Ad Topic Line', 'City', 'Male', 'Country',\n",
              "       'Timestamp', 'Clicked on Ad'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DIclLWiGmekt",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 313
        },
        "outputId": "fd2bd0e8-4c74-4188-97cb-55ef432e4315"
      },
      "source": [
        "sns.distplot(df['Daily Time Spent on Site'])\n",
        "sns.distplot(df['Age'])\n",
        "plt.grid()\n",
        "plt.legend()"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "No handles with labels found to put in legend.\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7f46f2b90d68>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GNTAueO3y8b1",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "a0419444-e09a-4de8-e757-22fe7c2f9166"
      },
      "source": [
        "stats.mode(d)[0][0]"
      ],
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "13996.5"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 33
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1hduPFH5mkEF",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 399
        },
        "outputId": "160df171-dcb5-4f4a-adbf-8ab210e50007"
      },
      "source": [
        "plt.figure(figsize=(8,6))\n",
        "sns.distplot(df['Area Income'])\n",
        "d = df['Area Income']\n",
        "plt.axvline(x=d.mean(),color='red',label='Mean')\n",
        "plt.axvline(x=d.median(),color='green',label='Median')\n",
        "plt.legend()\n",
        "plt.grid()"
      ],
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2WOhmg1Qw9mj",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 296
        },
        "outputId": "612b8a6f-1bb9-47de-d8d9-bba2775b6b8c"
      },
      "source": [
        "sns.distplot(df['Daily Internet Usage'])\n",
        "\n",
        "plt.axvline(x = df['Daily Internet Usage'].mean(),color='red')\n",
        "plt.axvline(x = df['Daily Internet Usage'].median())\n"
      ],
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.lines.Line2D at 0x7f46ef44bb38>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 21
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZStTaOYPxh5I",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 508
        },
        "outputId": "c40e308e-09bc-4133-d96f-c90c3172978d"
      },
      "source": [
        "plt.figure(figsize=(8,6))\n",
        "sns.heatmap(df.corr(),annot=True)"
      ],
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f46ef07a828>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 39
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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+YwuZK/5L2HU3ENSiJWRn40xJIWXsK7mbR348EylXDgkMJLhdB5JGj8hzJVeZ43SSGTuV0DseB3GQvW4RenA3QZ1uxLn3L3K2riHwkm4Ent8SdeZAWgoZs1y3Ugi4sB2O8y4gMLw8gTGu7yeZsybijCtbxxs3bz01rozhqhVvkpOWwZqHP8hd13neyyzo4rr2Yv1jk2n51r0EhAazf8Gv7J+/HoDo7q1o9tKdBFeJoP0noziy6W+W9R1DSNUILv3sMdSppMclsmrY+z45vpOZM2cBV1/dic2bF5OamsaQISNy161YEZvnKqw+fa6ld+8Beba///4BXHNNV7Kzs0lMPMI994zA+I5oEePEhVx6Ph0Y505wGgJf4+rxmAMMVdXyIlIH+F5VL8p/6bmIBAHxQBtV3XKSdncCrVT1kHt5qnufX3muE5EB7ucP5N9ORB4C7nbvMgW4XVW3e7RxHq6htGggHTgI3Kuq20VkEbAeuMJ97ANVdaWIhAHjgfa4esb+UtVrC4nje2Csqi5yTzy+DlhbyLydvriu1hLgB1V91F2eoqrl3c9vBK5V1QH5th0J3OV+XxzAFFV9I9/rXxlXghMEvIJr+K9A/Cd6HwCyDu04uwfTT8N9rUb5OgSvGXP+mU6XOzuFtYsuupIfmTtRfB2C19x2ZFnRlfxIWtrfpfLmpq/8stif9aFtbiqTJ16RyU6JNyjSCtd9ei7zasOnyZ3sjFDV1b6Oxdcs2fFPluz4N0t2/FepJTsrPi9+stP2ljJ54nn1Dsoi8hhwH8evyDLGGGNMWVCGJxgXl1d/CFRVx6jqeaq61JvtnglV7Wi9OsYYY0zJEZFuIrLVfZ+9xwpZf677dirr3PfIK5Gb4tpvYxljjDGm1O+TIyIBuO4P1xXXDXFXichsVf3No9qTwBeq+r6INAFiKeTWK6fLkh1jjDHGeOOmgG2Abe6bEyMiM4FeuO5Ld4wCx347pSKun44qNkt2jDHGGFMiPwQqIoNx/azUMZNU9dj9MmoB/3is2w1ckm8XzwI/isgwXL8k0KXYQWHJjjHGGGOgRHp23IlNcW4G1heY6r6NSjtguohc5P7JqTPm1QnKxhhjjPmftQc4x2O5trvM0yDgCwBVXY7rJ40K/qLwabJkxxhjjDHe+G2sVUBDEakrIsG4fqJpdr46u4ArAUSkMa5kp9g3BbNhLGOMMcaU+gRlVc0WkQdw3dU/AJisqptF5HlgtarOBobj+oHxf+GarDxAS+Dux5bsGGOMMcYrNxVU1Vhcl5N7lj3t8fw34NKSbteSHWOMMcZ449Jzn7E5O8YYY4zxa9azY4wxxhi//m0sS3aMMcYY49fDWJbsGGOMMcavkx2bs2OMMcYYv2Y9O8YYY4yxOTvGGGOM8XN+PIxlyY4xxhhjrGfHGGOMMX7Oj3t2bIKyMcYYY/ya9ewYY4wxxoaxzP+2+1qN8nUIXvP+6td8HYLXjG35dNGV/MjmLam+DsGrbiDU1yF4zcGHW/k6BP/gx8NYluwYY4wxxpIdY4wxxvg5VV9HUGpsgrIxxhhj/Jr17BhjjDHGhrGMMcYY4+cs2THGGGOMX/PjS89tzo4xxhhj/Jr17BhjjDHGhrGMMcYY4+f8+NJzS3aMMcYYYz07xhhjjPFzfpzs2ARlY4wxxvg169kxxhhjjF9fem7JjjHGGGNQp/9OULZhLGOMMca45uwU91EEEekmIltFZJuIPHaCOjeLyG8isllEPi2JQ7OeHWOMMcaU+jCWiAQA7wJdgd3AKhGZraq/edRpCDwOXKqqiSJSvSTatp4dY4wxxnhDG2Cbqu5Q1UxgJtArX517gHdVNRFAVQ+URMOW7BhjjDEGnFr8x8nVAv7xWN7tLvPUCGgkIstEZIWIdCuJQ7NhLGOMMcaUyH12RGQwMNijaJKqTjqNXQQCDYGOQG1gsYg0VdXDxYnLkh1jjDHGlEiy405sTpTc7AHO8Viu7S7ztBv4RVWzgL9E5A9cyc+q4sRlw1jGGGOM8YZVQEMRqSsiwcCtwOx8dWbh6tVBRKriGtbaUdyGrWfHGGOMMaX+Q6Cqmi0iDwBzgQBgsqpuFpHngdWqOtu97ioR+Q3IAUaqanxx27Zkx/hE32cG0rRTczLTMpk8YgK7Nv9VoM7DHz9BxeqROAIC+HPV78x46kPU6aTXI7fSvGtrnOok+VASk0dM4MiBRB8cRfE9+fI4Fi9bSeXISsz6ZKKvwykRXZ+9g/qdYshKy+D7EZPYv2lngTqXj7yJpjd0ILRiOd5ocndueUR0Fa4dN4SQiHAcDgeLXv2c7Qt/9WL0p++OZwcR06kFGWkZTBoxgZ2bCn4JHfXxU1SsHklAoIOtK39n6lP/Rp1OHpgwnJr1ogEIjyhHatJRnugx3NuHcFIXv9ifqCtjyEnLZM1DEzm8cWeBOpUurkvLt4YQEBpM3Pz1bHhyGgAXPd2Pml1b4MzK5ujO/ax5+AOyklIJjizPJR8+RGRMff7+fDG/jp7q3YM6BQGNYgi5diA4HGStmk/Wz98UXu/CtoTdPpLUCaNw7tkOAYGE9B6Co3Z9UCXzu8nk/LXZy9GfIS/8NpaqxgKx+cqe9niuwCPuR4mxYSw/ICK9RURF5AJfx3IqmnZsTvW6NRndcRjTRk/k9pcGF1pv4tBxPNd9BM9c9S8qVI6g1TXtAJg76Vue7T6c53uMZMOCNfR86CZvhl+ievfoysRxL/o6jBJTv1MzIutGMfGK4fzf4x/R7cUBhdbbNm8tU3s9U6C8/bBe/P79L0zp8SSzhk3gqhcK376saNapBVF1azL8iqF89PhEBrxY+Ln8ztCxPNH9ER7r+jAVqkRwiftcnvDAGzzRYzhP9BjOqjkrWDVnhTfDL1KNK2MoXy+KH9s9wtoRHxLz6sBC68W8OpC1wz/kx3aPUL5eFDU6NwPgwM8bmddxFPM7P0byjn00evA6AHIysvjt1a/Y+NwMrx3LaREHIdfdQ9qUl0h982ECm3VAqtcuWC84lOBLryFn1x+5RUGtuwCQ9tYjpH/0HMHX3Aki3oq8eEr/aiyfsWTHP/QFlrr/LfNirmrN8v8sAmDHuj8JrxBOxWqVCtRLT0kDICAwgMCgwNwu1mPlAMHhIaXe9VqaWsU0pWJEBV+HUWIadm3Jpq+XArB33XZCIspRrnrB93bvuu0cPVDIxRUKIeXDAAitEE5KGe+xa9m1DUu/XgTA9nV/UC6iHJWqRxaol5bvXC7slL3kmvYsn720NMM9bdFXt2TXF0sASFy7jaCIcELzvZ+h1SsRVD6MxLXbANj1xRKiu7UCXMmO5rh6CxLXbCOsZhUAclIziF+5lZyMLG8dymlxnNMAZ3wcmrgfcrLJ/nUpgY1bF6gXfFVfMn/+BrIzc8ukem1ydmwCQI8moWlHcdSq77XYi0WdxX+UUZbsnOVEpDzQARiEa7IXIuIQkfdEZIuI/CQisSJyo3tdSxH5WUTWiMhcEanp7Zgr1ahCwt7jQ7CJcQlUiqpSaN2Hpz3JuDUfkX40jdWxx7/1Xj+iL6/9dyJte13GrHGfl3rM5tRUiIokyeO9TY5LoEKNgn/8T2TJ+P9w4fWXMnTF29w0dSQ/PT2tNMIsMZFRlYnfeyh3OSEunsgalQutO2raU7y3dgrpR9NYGbs8z7rz2zThyKHD7N+5r1TjPV2hNSNJ25uQu5y2L4HQmpEF6+w7eR2A8/p2ZP+C9aUXbAmSiMrokePvqyYlIBXzfkY5ouviqFiVnK1r85Q79/1NYONW4HAgkdUJqFUfqVjVK3GbE7Nk5+zXC5ijqn8A8SLSErgBqAM0Ae4A2gGISBDwDnCjqrYEJgMvFbZTERksIqtFZPWW5GJPhD9j4/u/yPA29xAYHETj9hflln8z9jNGtb+XFd8uofOdJXLPKVMGNLmuHRu/Wsy7bR/kywGv03P8fWfPEEARXuv/Ag+0HkRgcBAXtm+aZ1276zqUuV6dknT+Q73Q7Bz++XqZr0MpGSKEXDOAjB+mFliVvWY+ziPxhA19jZBr7yJn19Yy3eORhx8PY9kE5bNfX+At9/OZ7uVA4EtVdQJxIrLQvf584CLgJ3H9AQkACv0q6XmvhLvr3FjsM7jTHd24rO+VAOz8dTuVo49/S4qMqszhuBNPts/OyGL9T6uI6dqa35ZuyLPul1lLeGjKaGa/+UVxQzRnqEX/LsTc2gmAfRt2EOHx3laIqkzy/lMfimp2yxV83v81APas3UZASBDhlSuQGp9UskEXQ5f+3eh0a1cAdmzYRpXo49/aK0dVIXF/wok2JSsji7U/rqLFVa3ZtNQ18doR4KB1t7Y8de3I0g38FNW7qyt1bnO9n4nrdxAWfbynKqxmZdL35X0/0/clElbzxHXOveVyorq2YOlNhX6vKpNcPTnH31dXT4/HZ1RwGI4a5xI2+HnX+vKVCO3/GOnTxuDcs51MjyQo7N6XcB7a663Qi0W9MEHZVyzZOYuJSGWgM9BURBRX8qJA4ZcNgACbVbWdl0LMtXD6HBZOnwNA004t6Hxnd1bOXka95g1JS07lyMG88zdCwkMJLRfKkYOHcQQ4uLhzC/5Y+TsA1etEcWBnHAAxXVuzb3v+e1IZb1o7bR5rp80DoH7nGFre2ZXfZi8nunl9MpJTC5+bcwJJe+Opc+mFbPxqCVUaRBMYElSmEh2AedPmMG+a61yO6dySrnd2Z/nspdRv3ojU5FQO55tnFBIeSlj5MA4fSMQR4CCmc0u2rsr93UMu6tCMvdv3kHCShN+bdkz5iR1TfgIgqksM9QZexe5Zy4ls0YCs5DTS872f6QcOk5WSRmSLBiSu3ca5N1/G9o9+BKBGp4tpNPRaFl//AjlpmQXaKqucu7fhqFoTiayOJiUQ2KwDGTPHH6+QkcrRF+/KXQy75zkyYqe5rsYKCgYEsjIIaHAxOJ3ogd3eP4gzUYZ7ZorLkp2z243AdFUdcqxARH4GEoA+IvIxUA3XDZo+BbYC1USknaoudw9rNVJVr14XuXHhWpp2asHLP08gMy2DKSPfy133dOzrPN9jJCHhITzw4WMEBQchDmHL8k38PMP1Adrn0duJqheNOpX4PQeZ/sTp3Im8bBn5zBhWrdvA4cNJXNn7du4fdAd9el7t67DO2PYF66nfqRn3Ln6DrLRMfhhx/L0ZGPsSk3s8AUCnx2+lSa/2BIUFM3TF2/w6cxFLx/+H+S/OoMeYu2k9qBso/DD8A18dyilZv2ANzTq14I3F75HpvvT8mJdiXVdahYSH8MiHjxMYHIg4HPy+fBPzP5mbW69tz0tZPnuJL8IvUty89dS4MoarVrxJTloGax4+/n50nvcyC7qMBmD9Y5Np+da9BIQGs3/Br+yf75qb0+zlATiCg+jw+eMAJKzZxvpHJwNw9aq3CCofhiM4kOhuLVl66xiS/ygjX1ycTjJmf0jYwKdAHGStXoDzwD8Ed7mVnD3byPl99Qk3lXIVXdup4kxKIP2Lt70YeDGdLcNtZ0D0LL6S5X+de3jqVVWd41H2INAYVy9OR1w/uibuej+JSAzwNlARV7I7XlX/fbJ2SmIY62zx/urXfB2C14xt+XTRlfzIZlJ9HYJX3ZAR6usQvOaquzJ8HYJXlX/l61KZyHb0xduL/Vlf7slPyuQkO+vZOYupaqdCyt4G11VaqpoiIlWAlcBG9/r1wOVeDdQYY0zZZ8NY5iz0vYhUAoKBF1Q1ztcBGWOMKcNsgrI526hqR1/HYIwx5izixz07dp8dY4wxxvg169kxxhhjjF9fjWXJjjHGGGP8ehjLkh1jjDHG2B2UjTHGGOPn/LhnxyYoG2OMMcavWc+OMcYYY/y6Z8eSHWOMMcbY1VjGGGOM8XPWs2OMMcYYf6Z+nOzYBGVjjDHG+DXr2THGGGOMDWMZY4wxxs/ZTQWNMcYY49f8uGfH5uwYY4wxxq9Zz44xxhhj/Lpnx5IdY4wxxqDqv8mODWMZY4wxxtWzU9xHEUSkm4hsFZFtIvLYSer1EREVkVYlcWjWs2OMMcaYUh/GEpEA4F2gK7AbWCUis1X1t3z1KgAPAb+UVNuW7JgijTn/oK9D8JqxLZ/2dQheM2LN874OwauSB93l6xC8atkv0b4OwWt6TTOHlBgAACAASURBVE/2dQheNf8VX0dwxtoA21R1B4CIzAR6Ab/lq/cC8CowsqQatmEsY4wxxqBOLfZDRAaLyGqPx2CPJmoB/3gs73aX5RKRFsA5qvpDSR6b9ewYY4wxpkSGsVR1EjDpTLYVEQcwDhhQ7EDysWTHGGOMMVD6N1DeA5zjsVzbXXZMBeAiYJGIAEQBs0XkOlVdXZyGbRjLGGOMMd6wCmgoInVFJBi4FZh9bKWqHlHVqqpaR1XrACuAYic6YD07xhhjjME1Z6dU96+aLSIPAHOBAGCyqm4WkeeB1ao6++R7OHOW7BhjjDHGK3dQVtVYIDZfWaGXwapqx5Jq15IdY4wxxnhjzo7PWLJjjDHGmFIfxvIlm6BsjDHGGL9mPTvGGGOMsWEsY4wxxvg3fx7GsmTHGGOMMdazY4wxxhj/pn6c7NgEZWOMMcb4NevZMcYYY4wNYxljjDHGv/nzMJYlO8YYY4zx654dm7NjjDHGGL9mPTvGGGOMsWEsY4wxxvg3S3aMMcYY49cs2THGGGOMf1PxdQSlxpId43VBrdpQ7t5hSICD9P/7gbQvPs2zPvSa6wjteT04c9C0NFLeGkvOrr+RChFUeOp5ghqdT/pPczj67ls+OoLT1/XZO6jfKYastAy+HzGJ/Zt2Fqhz+cibaHpDB0IrluONJnfnlkdEV+HacUMIiQjH4XCw6NXP2b7wVy9GX3KefHkci5etpHJkJWZ9MtHX4RRbUPM2hN8zDBwOMn76gfSv857LId2uI6S7+1xOT+Poe2Nx/vN37npH1epUnPAxaTOnkj7rc2+HX6hqnZpx0Qv9kQAHu2YsZNuE2XnWO4IDiXnnfipdXJfMxBTWDHmLtH8OAdBgWC/O7dcRzXGy6cmPObhoAwDN3hxCja7NyTiUxM8dR+Xu6/xRNxHVrRXqdJJ5KIl1D00kY3+i9w62CEOfv59LOrcmIy2D1/41lj83bTth3RcmP0fNc2tyd5fBANRvUo+HxzxEcEgwOdk5vPXEO2xdv9VboZt87GqsQohIbxFREbmgFNvYKSJVS2v/ZZbDQfmhD5P05CgS77mTkE5XEnDueXmqZCycx+F77+Lw/XeT9uVnlBsyFADNzCT14484+u/3fRH5GavfqRmRdaOYeMVw/u/xj+j24oBC622bt5apvZ4pUN5+WC9+//4XpvR4klnDJnDVC4Vvfzbo3aMrE8e96OswSobDQfiQh0l+bhRHHriT4MuuxHFOvnP553kkPXQXSf+6m/RvPiN84NA868MHDSVr7UpvRn1yDqHpK3fxS79XWXj5CKKvb0/5RrXyVDmnXyeyDh9lQbt/seODWBo/2Q+A8o1qEd27HYuuGMmKfmNoOmYgOFw9Bf98/jO/9B1ToLnt733Pz50fZXGXx9n/01oaPXJD6R/jKWrTuTW169aif4e7GPfoeB565cET1u3Q/VLSUtPylA1+4h6mv/kJQ66+j6lvfMzgJ+4+wdZlhzqL/yirLNkpXF9gqfvfAkTEesTOUOD5jcnZuwdn3D7IziZj0QKC23XIU0dTU48vhIbBsR/izUgne/NGNDPTewGXgIZdW7Lp66UA7F23nZCIcpSrXqlAvb3rtnP0wOGCO1AIKR8GQGiFcFIOlJ1vvqerVUxTKkZU8HUYJSKwYWOccXtw7nedy5lLFhDcJu+5TNrxc1lCPM5lIOiSDuTs30fOrr+8FHHRIps34OhfcaTuOoBm5bB31nKirm6Vp07U1S3Z/cViAPZ9/wvVOlzkLm/F3lnLcWZmk7brIEf/iiOyeQMAElZsIfNwSoH2slOOJwgB4aHkeYF87NKr2vPjVz8B8PvaLZSPKEfl6pUL1AsND+XGe/ow4628vXqqSnj5cADKVShH/P740g+6mNQpxX6UVfZHOx8RKQ90ADoB3wHPuMs7Ai8AicAFItIYGAN0BEKAd1X1A/f23wKRQBDwpKp+e5L26gD/hyu5ag/sAXqpapqINAAmAtWAHOAmYAfwGtAd1yfDi6r6uTu+54DDQFPgC2Aj8BAQBvRW1e0iUs29z3PdITysqsvO+AU7TY4qVXEePJC77Dx0kMALGheoF9qzN2E33AxBQRwZ9bC3wisVFaIiSdp7/IMuOS6BCjUiC09sCrFk/H+4dfqjtBxwFUHhIczs90pphWpOg1SpSs4hj3M5/iCBjQqeyyE9ehN6netcTn7SfS6HhhF2Qz+SnhlOWO9bvBVykUJrRpLmca6m74unUosG+epUzq2jOU6yklMJrlyB0JqRJK7Z5rFtAqE1I4ts84LHbqb2TZeTlZzK8j4vlNCRFF/VqCoc3Hswd/ngvkNUjapCwoGEPPXuGjmALyd9TXpaRp7y9559nzEzXmHIU4NxOIRhvcr+51hZ7pkpLuvZKagXMEdV/wDiRaSlx7oWwEOq2ggYBBxR1dZAa+AeEakLpAPXq2oLXAnTGyJSVLrbEFeydCGuZKWPu3yGu7wZrkRoH3ADEAM0A7oAr4tITXf9ZsC9QGPgDqCRqrYBPgSGueu8BbzpjruPe12Zk/7dLBLv6kfqRx8Q3q+/r8PxqSbXtWPjV4t5t+2DfDngdXqOvw+KPKVMWZERO4sj9/Yj7eMPCLvZdS6H3TqA9NlfQnpaEVv7vy1jvmBeywfY8/Uy6gy82tfhnJb6TeoRfV5Nls0p+H2xZ/+evP/cRPq2uY33np3IiLGP+CDC06MqxX6UVZbsFNQXmOl+PpO8Q1krVfVYn/NVQH8RWQ/8AlTBlbQI8LKIbADmAbWAGkW0+Zeqrnc/XwPUEZEKQC1V/QZAVdNVNRVXr9NnqpqjqvuBn3ElWwCrVHWfqmYA24Ef3eUbgTru512ACe64ZwMR7t6oPERksIisFpHV03bvKyL8U+eMP4SjWvXcZUfVajgPHTph/YxF8wlu3+GE68uqFv27MDD2JQbGvkTKgcNERFfJXVchqjLJpzEJs9ktV/D7978AsGftNgJCggiv7B9DQWczjT9EQFWPc7lKNZzxJz6XM5fMJ+gS17kc2KgJYXcOoeKkmYT0vJHQG28npMf1pR5zUdL3JRLmca6G1qxC+r7EfHUScutIgIOgCuFkJiQXsm3lAtuezJ7/LKXmNW2KeQTF0+vOnnww930+mPs+8QcSqBZdLXddtZpVORSXdyiqScsmNLq4ETOWT+Otb8ZRu14t3vjydQCuurErS2Jdw9c/f7+YC2LO996BmAJsGMuDiFQGOgNNRUSBAEBFZKS7ylHP6sAwVZ2bbx8DcA07tVTVLBHZCYQW0bRn/2cOrmGnM+G5H6fHspPj77UDaKuq6SfbkapOAiYBHLr6ihIbSM/euoWAWrVx1IjCGX+IkI6dSR6Tt+vaEV0L5949AAS3aUfOnt0l1bzXrJ02j7XT5gFQv3MMLe/sym+zlxPdvD4ZyamnPIQFkLQ3njqXXsjGr5ZQpUE0gSFBpMYnlVbo5hRl/7kFR83aOKpH4Uw4RPBlnTn6Rr5zuWYtnPtc53JQq3Y497nO5eTRw3LrhN06AE1PIyP2G+8FfwKH12+nXL0ows6tRvq+BKJ7t2Pt/RPy1Nn/4xpq33w5iWv+pOa1l3Bo2WYA4n5cQ4v3HmDHBz8QEhVJuXpRJK478dVLAOXqRnH0rzgAanRrRcq2vaVzYKfo24+/49uPvwPgks5t6H1XLxZ+u4jGLS7gaPLRAkNY303/nu+mfw9Ajdo1eGnqCwy/yfXnIn5/PM3aXcyvyzfQ/NIY9vzl22M7Ff48jGXJTl43AtNVdcixAhH5GbiskLpzgftEZIE7qWmEa75NReCAu6wTcF4h2xZJVZNFZLeI9FbVWSISgiv5WgIMEZGPgcrA5cBI4FSvHPsR15DW6+7ji/HoVSp9zhxS3h1PxZfHgsNB+o+x5Py9k/D+A8n+YwuZK/5L2HU3ENSiJWRn40xJIWXs8TkqkR/PRMqVQwIDCW7XgaTRI8jZ9fdJGvS97QvWU79TM+5d/AZZaZn8MGJS7rqBsS8xuccTAHR6/Faa9GpPUFgwQ1e8za8zF7F0/H+Y/+IMeoy5m9aDuoHCD8M/8NWhFNvIZ8awat0GDh9O4sret3P/oDvo0/PsGrrI5cwhddJ4KjzrOpcz5seS889OwvoNJHvbFrJW/pfQa24gsJnrXNajKRwdX7bnW2mOk02jp9L2s8eRAAf/fLaIlK27OX/UjRxe/xf7f1zDrk8X0XzC/XRe/iaZh1NYO+QdAFK27mbf7BV0XDwWzc5h0+NTwOn6ntTi/WFUad+Y4MoV6LJ2Altf/4p/PltE4ydupVyDaHAqqbsPsnHURz48+rx+WbCSSzq3YfrSqaSnZ/D6I2Nz130w932GXH3fSbcfN+pNhj53PwGBDjIzshj36PjSDrnYyvIE4+IS1bIz+93XRGQh8KqqzvEoexDXHJjPgRGqeq273AG8CPTE1ctzEOiNa1Lyd0B5YDXQFuiuqjvztbUTaOWu972qXuQuHwGUV9VnRaQh8AFQFcjCNUH5L048QdkzvkXu5dWe69yXu7/rPqZAYLGq3nuy16Uke3bKun9vOcfXIXjNiDXP+zoEr0oedJevQ/CqZb9E+zoErxkfWPavdCpJ83f/WCpZya5WVxb7s/7c1fPLZMZkPTseVLVTIWVveywu8ih3AqPdj/zanUJbddxPDwEXeZSP9Xj+J65htfxGuh+e+1uUL76Oha1T1UNA2bn8wxhjjCllluwYY4wxxq+HsexqLGOMMcZ45aaCItJNRLaKyDYReayQ9Y+IyG8iskFE5ovIGc17zc+SHWOMMcagWvzHyYhIAK45o92BJkBfEWmSr9o6oJWqXgx8hWuOarFZsmOMMcYYb/TstAG2qeoOVc3EdS+7XnliUF3ovqccwAqgdkkcmyU7xhhjjPGGWsA/Hsu73WUnMgjXzykVm01QNsYYY0yJ/NyDiAwGBnsUTXLfpPZ093M7rtuzXFHsoLBkxxhjjDGUzB2UPe++X4g9gOfNzGq7y/IQkS7AE8AV7p8/KjZLdowxxhiDs/R/yHMV0ND9o9l7gFuBfp4VRKQ5rpvpdlPVAyXVsCU7xhhjjCn1Xy1X1WwReQDXzy0FAJNVdbOIPA+sVtXZuH7KqDzwpYgA7FLV64rbtiU7xhhjjPEKVY0FYvOVPe3xvEtptGvJjjHGGGP8+g7KluwYY4wxpsibAp7NLNkxxhhjjF/37NhNBY0xxhjj16xnxxhjjDHeuPTcZyzZMcYYY0ypX3ruS5bsGGOMMcYmKBtjjDHGv/nzMJZNUDbGGGOMX7OeHWOMMcbYnB1jjDHG+Debs2P+p4W1i/Z1CF6zeUuqr0PwmrtajuDtmHhfh+E1FT6a4usQvCrkwtG+DsFrfj6w2dch+AV/nrNjyY4x/6P+lxIdY0zR/HkYyyYoG2OMMcavWc+OMcYYY2wYyxhjjDH+zY/nJ1uyY4wxxhj/7tmxOTvGGGOM8WvWs2OMMcYYv74ay5IdY4wxxuD0dQClyJIdY4wxxqBYz44xxhhj/JjTjy/HsgnKxhhjjPFr1rNjjDHGGJw2jGWMMcYYf2Zzdowxxhjj1+xqLGOMMcb4NX/u2bEJysYYY4zxa5bsGGOMMQZnCTyKIiLdRGSriGwTkccKWR8iIp+71/8iInWKfWBYsmOMMcYYSj/ZEZEA4F2gO9AE6CsiTfJVGwQkqmoD4E3g1WIfGJbsGGOMMQbXnJ3iPorQBtimqjtUNROYCfTKV6cX8LH7+VfAlSJS7MlEluwYY4wxpkSIyGARWe3xGOyxuhbwj8fybncZhdVR1WzgCFCluHHZ1VjGGGOMwVkCF2Op6iRgUvH3VLIs2THGGGOMN+6gvAc4x2O5trussDq7RSQQqAjEF7dhS3aM1wU0aEZwt/7gcJC9diFZS2fnWR8YcznBXW/DmZwAQPbKH8leuxBH1HkEXzMQCQkHdZK5+BtyNq/wxSGctjueHURMpxZkpGUwacQEdm7aUaDOqI+fomL1SAICHWxd+TtTn/o36nTywITh1KwXDUB4RDlSk47yRI/h3j6EUxLUvA3h9wwDh4OMn34g/etP86wP6XYdId2vB2cOmp7G0ffG4vzn79z1jqrVqTjhY9JmTiV91ufeDr9EPfnyOBYvW0nlyErM+mSir8M5I1U6NeOCF+9EAhzsnrGAne/k/b8qwYE0nTCUiIvrkpWYwq+D3yL9n4NUvrwpjZ7siwQHopnZ/PH8DBKWbgYg6vr21H2oN6iSEZfIxqHvkpWQ7IvDK9Kb456ne7fOpKalMWjQv1i3flOe9eXLl2PRwm9yl2vXqsmMT//D8BHPcO65tfhw0jiqVqtMYsJh+g94kD179nn7EE6LF34HdBXQUETq4kpqbgX65aszG7gTWA7cCCxQ1WKH5vVkR0RygI1AEJANTAPeVNUTTuQWkWjgbVW9UUQ6AiNU9dpTbG8A0EpVHzhJnTpAe1X99ER1Soo7nh9VdW8h6xbhOrbVHnF9r6oXlXZcXiNCcI+7SJ/+MpoUT+g9L5G9dQ16MG9yn715OZmxU/OUaVYGGd+8jybEIRUiCR38EmnbN0B6qhcP4PQ169SCqLo1GX7FUOo3b8SAFwfzbO8CV1zyztCxpKWkAfDgxJFcck07Vny3jAkPvJFbp9+TA0hNOuq12E+Lw0H4kIdJfmY4zviDRIz9gMyVy/IkMxk/zyNjjusPZlCb9oQPHErKc6Ny14cPGkrW2pVeD7009O7RlX59rmP0C2N9HcqZcQiNxwxkzc0vkb43nrZzX+bg3DUc/eP4/9Xa/TqRdTiFpW0fJqp3Oxo91Y8Ng98iKyGZdXe8Tsb+RMpfUJsWM0ezOOZ+JMDBBS/eybLLRpCVkEzDp/px7sCr2T72Kx8eaOG6d+tMwwZ1uaBJBy5p04J3J7xC+w4989RJSTlKq9ZX5S7/suL/mDUrFoDXXn2a6TO+Yvr0L+nU8VJeevFxBtz1oFeP4XSV9h2UVTVbRB4A5gIBwGRV3SwizwOrVXU28BEwXUS2AQm4EqJi88UE5TRVjVHVC4GuuC5Be+ZkG6jqXlW9sRRjqkPB7PKk3N1rZ2IAEH2G2571HLUa4EyIQxMPQE4OOZuWE3h+q1PaVuPj0IQ41/PkRPRoEhIeUZrhloiWXduw9OtFAGxf9wflIspRqXpkgXrHEp2AwAACgwIp7LvMJde0Z/nspaUZ7hkLbNgYZ9wenPv3QXY2mUsWENymQ95KaccTUwkJy/NVMuiSDuTs30fOrr+8FHHpahXTlIoRFXwdxhmr2KIBqX/Fkfb3ATQrh7hZ/6V6t7z/V6t1a8XeLxYDsP+7X6jc4UIAkjftJGN/IgApW3YTEBqMBAeCCCAEhIcAEFghjHR3vbKmZ8+rmT7DlYT9snItFStVJCqq+gnrN2xYj+rVqrJk6S8ANG7ckIULlwGwcNEyrut51Qm3/V+iqrGq2khV66vqS+6yp92JDqqarqo3qWoDVW2jqgW7wc+AT6/GUtUDwGDgAXGpIyJLRGSt+9EeXD0cIpKn/1BEHCLyp4hU81jedmy5MCIyVUTeFpH/isgOETmWQI0BLhOR9SLyLxEJEJHXRWSViGwQkSHu7Tu645sN/OZeXiQiX4nIFhGZcewSORFpKSI/i8gaEZkrIjXd7bUCZrjbCjvV10pELhSRle7tNohIQ3f5LHcbmz1nvYvIIBH5w73Nv0Vkgru8moh87T62VSJy6anGUBIkIhJNOj78qknxSETBP/wBjdsQdt+rhNz8MBJRucB6R636SEAgmri/VOMtCZFRlYnfeyh3OSEunsgaBY8JYNS0p3hv7RTSj6axMnZ5nnXnt2nCkUOH2b+zbHaFS5Wq5Bw6kLvsjD+Io0rVAvVCevSm4sRPCRtwL6n/fstVGBpG2A39SJv5cYH6xjdCoyqTvvf4/9X0vQmEROU9b0NrViZ9j6uO5jjJTk4jqHLeBK/GtZeQtPEvNDMbzc7h90c/ov2i17hiw/uUb1SbPTMWlP7BnIFa0VHs/ud4B/ye3fuoFR11wvq33HwdX355fJhvw4bfuL53dwB69+5OREQFKlcu+FlXljhFiv0oq3x+6bk7awsAqgMHgK6q2gK4BXj7JNs5gU+A29xFXYBfVfVgEU3WBDoA1+JKcgAeA5a4e5zexHVToyOq2hpoDdzjHmMEaAE8pKqN3MvNgYdx3SCpHnCpiAQB7wA3qmpLYDLwkqp+BawGbnO3lVZErJ7uBd5S1RhcCdNud/lAdxutgAdFpIp72O8poC1wKXCBx37ewjVs2BroA3x4GjF4RfbWtaSNf5C09x8lZ/tGQq6/P896KV+JkOvvJ+PbiRTa/XEWe63/CzzQehCBwUFc2L5pnnXtrutQZnt1TkdG7CyO3NuPtI8/IOzm/gCE3TqA9NlfQvrp/JcwZV2582vT8Kl+/DbC9TEjgQHUHtCV5Vc+zs8X30fyb7tc83f8wM0392Lm57Nyl0c9+gKXX96WVSvncvllbdm9ex85OTk+jLBoWgKPsqqsTVAOAiaISAyQAzQqov5k4FtgPDAQmHIKbcxyJ0q/iUiNE9S5CrjYo+enItAQyARWqqpnP/tKVd0NICLrcQ2JHQYuAn5yd/QEAKfydbywc+VY2XLgCRGpDfxHVf90lz8oIte7n5/jjjMK+FlVE9xxfcnx17IL0MTjHk0RIlJeVVM8G3X3Eg0GePvaVgxs2eAUwi+aJiUiEcdvmSARVdCkfN3YacdDyV67gOCuHiOMIWGE3DaKzAWf49y9rURiKg1d+nej061dAdixYRtVoo/3cFSOqkLi/oQTbpuVkcXaH1fR4qrWbFr6KwCOAAetu7XlqWtHlm7gxaDxhwioeryb31GlGs74Qyesn7lkPuH3/guAwEZNCG5/BWF3DkHKlQdVNDOTjNhvTri9KV3pcQmERh//vxoaXZmMuLznbfq+BEJrVSFjXwIS4CCwQljuZOOQmpWJmTKcTQ+8S9rfrh7YChedB5C7vH/2cuoMy39POd+57947GTTI9f159er11D7n+IyDWrVrsmdvXKHbXXxxEwIDA1m7bmNu2b59+7np5nsAKFcunBuuv4YjR5JKMfris189L0UiUg9XYnMA19yd/UAzXL1O6SfbVlX/EZH9ItIZ150ZbztZfbcMz+ZPFBYwTFXn5ou1I5B/dqjn/nJwvaYCbFbVdqcQj6d4wLOfszJwCEBVPxWRX4BrgFj30JoTV/LSTlVT3ROcQ4towwG0VdWiXtvceyUcfbZviSXszr3bcVSJQipVQ5MTCLioHRlfT8hTR8pXQlMOAxBwfkuch9wTIgMCCL3lEbJ/XULOb2V7Euu8aXOYN20OADGdW9L1zu4sn72U+s0bkZqcyuEDeRO8kPBQwsqHcfhAIo4ABzGdW7J11W+56y/q0Iy92/eQEFfsKzBLTfafW3DUrI2jehTOhEMEX9aZo2+8kKeOo2YtnPtc72dQq3Y497k6KJNHD8utE3brADQ9zRIdH0tat53welGEnVuN9H0JRPVuz4b73slT5+DcNUTffDlHVv9JjZ6X5F5xFRgRTosZj/Lni59yeNUfufUz9iVSvlEtgqpUICs+mcpXXMzRP/Nfeew770/8mPcnuoZSe3S/kvvvG8Dnn3/LJW1akHQkibi4A4Vud+stvfjco1cHoEqVSBISDqOqPPboMKZ+PLPU4y+ukrjPTlnl02THPb9mIjBBVVVEKgK7VdUpInfi6hEpyoe4hrOmq+qZ9hEmA54DzXOB+0RkgapmiUgjCt4L4GS2AtVEpJ2qLncPazVS1c2FtOVpEXC7iMxzX2p3J7AQcpPCHar6toicC1wM/IXrN0RSReQCXMNW4Lq8b7yIRLrb64PrCjiAH4FhwOvu/cao6vrTOLbicTrJjJ1K6B2PgzjIXrcIPbiboE434tz7Fzlb1xB4STcCz2+JOnMgLYWMWa7LdgMubIfjvAsIDC9PYMzlAGTOmogz7u+Ttehz6xesoVmnFryx+D0y3ZeeH/NS7Bs80WM4IeEhPPLh4wQGByIOB78v38T8T47n2m17Xsry2Ut8Ef6pc+aQOmk8FZ4d67r0fH4sOf/sJKzfQLK3bSFr5X8JveYGApu1hOxs9GgKR8e/4uuoS83IZ8awat0GDh9O4sret3P/oDvo0/NqX4d1yjTHyZbHp9Bi5mgkwMGezxZydOtu6o+6iaRfd3Bw7hr2fLqQiyYMpcOK8WQdTmHDENfMg3MGXU143RrUG96HesP7AP/f3n3HR1Vmfxz/HBJKaFKkBFiUakNAigUrCIIKyoq4YsWGbe0d19VdlcXys6yube2KvbB2QRALotKLBcECAqGDtNCS8/vjXkISAgkkkzu5+b59zYu5ZSbnMTOTM89znufCpL8MYcOiFfx875t0Hn4bvnkz6+ctZcblj0bZzO364MNR9OrVjZk/jGVdZibnn391zrEJ40fkmYV1cr8+9DnxzDyPP/LILtx5+004zhdffM1ll99carHLtqwEpq/v3A/cdur5C8B9YYLTCniTYOjmI+BSd6+eewp2/qnnYSKxDDjQ3X8s4OcNJJx6bmbPhs/zRnhsTfj8FQkSnLrAswR1LXcAfQh6aZYAfQnqc3L/7PyxPEwwfe7ZcCju3wRDYKnAA+7+XzPrBwwBMgl6ZHKKFMysEnAfcET4/2ACQQ/TOguuDnsmsAlYSDB7bC0wnGDobCZQC7jN3ceEw1DXEUzd+5EgibzZzHYnuBDbPmFcn7v7RTv6nZVkz06yu/CZDYWfFBP/bp+8vUSJUOOpooxyx8en+w2OOoRSc9yKJP8iUMI2b5yfkD6YYY3OKPZn/ekLXkzK/qFST3ZKmpl1Iii4PTzqWJLJljqccIr82wTrGezSuICSnXhSshNvSnbiK1HJzoslkOyckaTJTuQ1O8UR9nZcTNFqdcqb28ysO0ENzwiCHiAREZECqWYnSbn7ULZOH5dc3P3aqGMQXJrPTwAAIABJREFUERFJBmU62REREZGSoannIiIiEmtxLs5UsiMiIiKq2REREZF4i/MwVuTXxhIRERFJJPXsiIiISKx7dpTsiIiICK6aHREREYmzOPfsqGZHREREYk09OyIiIhLrnh0lOyIiIqJFBUVERCTetKigiIiIxFqch7FUoCwiIiKxpp4dERERiXXPjpIdERERUYGyiIiIxJsKlEVERCTW4jyMpQJlERERiZyZ1TGzkWY2K/y3dgHntDezcWb2nZlNM7O/FOW5leyIiIgIXgK3YroRGOXurYBR4XZ+64Cz3H0/oBfwgJnVKuyJNYwlhfr4sRgP5OZzElWiDqHUjP2mUdQhlKrK+w2OOoRS1fW7IVGHUGpe3v+WqEOIhezoS5RPBI4K7z8HjAFuyH2Cu/+U6/4CM1sM1ANW7uiJleyIiIhIMtTsNHD3jPD+QqDBjk42swOBSsDPhT2xkh0REREpEWY2CBiUa9cT7v5EruOfAA0LeOjNuTfc3c1su11NZpYOvACc7e6F5mlKdkRERKREBrHCxOaJHRzvvr1jZrbIzNLdPSNMZhZv57yawPvAze7+dVHiUoGyiIiIkF0Ct2J6Bzg7vH828L/8J5hZJeBt4Hl3f6OoT6xkR0RERMi24t+KaSjQw8xmAd3Dbcysk5k9GZ5zCnAEMNDMpoS39oU9sYaxREREJPLZWO6+DDi6gP0TgPPD+y8CL+7sc6tnR0RERGJNPTsiIiIS/So7CaRkR0RERJJhnZ2EUbIjIiIikdfsJJKSHREREYlxqqMCZREREYk59eyIiIiIanZEREQk3lSzIyIiIrEW31RHNTsiIiISc+rZEREREdXsiIiISLx5jAeylOyIiIiIenZEREQk3uI8G0sFyiIiIhJr6tkRERGRGPfrKNmRUtT2jrNoeHR7sjI3MvGKx1g5/bdtzqnVthkdH7yQlCqVWDhqCtP+9jwAjfscxD7X9qNGq0Z8euwtrJz6KwBWMYUO95xPrXbN8Gxn2i3Ps/SrH0qzWdtVnPa2+ftppPfoQPamzaz9bRETr3ycTavWUal2dQ568gpqt2/BnFc/Z+rgZ0u3UaF6XdvR5vazsJQKzB32KbMffifP8QqVUmn/0CXUatuMjSvWMPHCB8n8fSkALS87kaanHYVnZTPjb8+xZMw0ANrdfyENehzAhqWr+Oyo63Oea6/r+9OwVyc8O5uNS1cx+YrH2LBoRek1Np+6Xdux9x1nYykVmDdsNL89lLftVimV/R++lJptm7FpxRqmDnqQ9b8voc4R+9P6bwOwSqn4xs389M9hLP/yOwAa/rkLza7oC+5sWLiC6Zf+h03LV0fRvF32tyH38fnYb6lTuxbDX3ws6nB2WfvbzyL96HZsztzI+Csf3877dk8OfOAiUqpUJGPUVKbcErxv97v+ZBr17AjZzvplqxh/xWOsX7SS1BppHPTwJVRtXBdLTeGnR9/nt1c/L+WWFU7DWJIUzMzN7MVc26lmtsTM3ivkcUcVdk6iNTi6PdWbN2TEIVcz6donaX/XuQWe1/6uc5l0zZOMOORqqjdvSINu7QBY9ePvfH3u/Sz9+sc85zc7oxsAo7reyNi//Iv9bz0DzBLbmCIobnsXfzadT466nlHdbmT1Lxm0vvwEALI2bOL7u95g+j+GlVpbtlHB2P9f5/DNaXfx6RHX0ujPXajeunGeU/50Wlc2rVzL6EOu4pfHP2Cfv50GQPXWjWnU9xDGHHkdX582lP2HngsVgt/X769+xjcDhm7z435+5D0+63YDn3e/iUUjJ9H66pMS38btqWDsM/RcJp02lLGHX0P6nw+lWr62NzmtK5tWruHLg69kzuPv0/qWoO2blq9m8pn3MO6o65lx+SO0efhSACylAnvfcTYTTrqdcV1vYPX3c2l6bs9Sb1px9T2uB4/dd0fUYRRLw27tqN68IR92uYaJ1z1Fh6HnFHhex6HnMuHaJ/mwyzVUb96QhuH7duYj7zPy6JsY2WMwGSMns2/4Wm15Tg9W/TSfkd0HM6bfHbS79XSsYkqptauoskvglqyU7JQta4E2ZpYWbvcA5kcYT5E16tmRua99AcCKSbOpWLMqVerXynNOlfq1qFg9jRWTZgMw97UvaNSrEwCrZy1gzc8Z2zxvjdaNWRx+O96wdBWbVq2ldvvmiWxKkRS3vYs/m45nBR8dKybOJi29LgBZ6zaw7NuZZG3YVFpN2UbtA1qy9teFrJu7GN+UxYLh42jYs1Oecxr27Mi814JvrhnvfUO9w9qE+zuxYPg4sjduJnPuEtb+upDaB7QEYPnXP7Jx5Zptft7mNZk591OqViHKzvbdOrRk3a8LyZwTtH3h8K+o3ytv2+v16sSCsO2L3v2GOoftB8DqGb/l9Eit+XEeKVUqYZVSw+TcSKlaGYDUGmmsj7Dnald1ar8/u9WsEXUYxdKoV0fmvB68b5dPmk2l7bxvU2uksTx83855/Qsa9eoI5H2tplatDB6+Vh1Sq1cJ91dh48o1+ObkSw28BP5LVkp2yp4PgOPD+wOAl7ccMLMDzWycmU02s6/MbK/8Dzazamb2tJl9G553YmkEXSW9NpkLludsZ2Ysp0p67W3PydjxOfn98d1c0nt2xFIqULVpPWq1bUZaozolG/wuKMn27jHgKBaNnpK4YHdS0LZlOdvrM5YV0LY6Oed4VjabVq+jUp0aBTy28N8xwN43nkL3iQ/TuN+hzLz79RJqyc6r0rAO63PHv2A5lRvmfb1VSa/D+vlb2755dSYV6+RNAhr0PohV03/FN27GN2fxww1P0WXM3Rw57VGqt27C/GGjE98Y2UZawzqsy/X7XZexnLR8r8+0At7bableA21u7M/xE/5N05O6MOOeNwCY/fQIarZqTO8pD9Pz06FMvuWFrYmQlAolO2XPK8CpZlYFaAt8k+vYj8Dh7n4A8HdgSAGPvxkY7e4HAl2Be8ysWoJjTpg5L48hc8Eyun58B23/eSbLJ8zCs+LzIbLXFSfim7P4/c2xUYcSqR+HvsYnHf/K/DfHsmcZHOLJrdpeTWh1y2l8f+2TAFhqCk0G9mDc0TfxWduLWf393KB+R8qkGUNf5/1OlzP3ra9oec4xADQ4qi0rv5vDe+3/yojug+kw5GxSq6cV8kylL87DWCpQLmPcfZqZ7UnQq/NBvsO7Ac+ZWSuCvv6KBTzFMcAJZnZtuF0FaArkqeo1s0HAIIALa3TmmKotdzrW5uf0YM/TuwKwYsoveXpc0tLrsD4jb1f9+owVpKXv+Jz8PCub6bfmlDFx5Lu3seaXbYe7SkNJt7fpX46gYY8OfNn/zgRHvnPWZ6wgrVHdnO0q6XULaNty0hrVZX3GciylAhVrVGXj8tUFPLbw33Fu89/6kgOH3cBP4Tfm0rZ+4XKq5I6/UR02LFye95yM5VRpXJcNYdtTa6TlFBtXTq9D+2euYcZf/0PmnEUA1GizB0DO9qJ3xrHnZaXS4SpAi4E9aB6+b5dP/YWqjeqypW+nanodMvO9PjMzVmzz3s7M9xoAmPPWWA5/8Tq+v/dNmp16BD8+/C4Aa39bxNq5S6jRMp0VU35JTKN2UTIPQxWXenbKpneAe8k1hBW6HfjU3dsAfQgSmfwM6Ofu7cNbU3ffZvqSuz/h7p3cvdOuJDoAvzwzktHdBzO6+2AyPppA01MOB6B2h5ZsWp3J+sUr85y/fvFKNq3JpHaH4Oc1PeVwFnw8cYc/IyWtUk6tQ/0j2uCbs1j9UzRlTCXZ3gZd29L60t6MO/tesjI3lm5DCrFyys9Ua96QtKb1sIopNOp7CAtH5P09LRoxkSanHAFAeu+DWDo2qKtaOGIijfoeQoVKqaQ1rUe15g1ZMXn2Dn9etWYNc+436NWJNbMXlHCLim7V5J+pmqvtDft2YXG+1+iSjyfSKGx7gz4H5cy4Sq1ZlQ7DbmDWHS+xcvxPOedvyFhB9daNqVg3GOqqc2Rb1s4qE6V4sfDzsyMZ2WMwI3sMZv6HE9ijf/C+rbOD9+3m1ZnUCd+3e/Q/nAUfBa+B6s0a5JzXuGdHVs8Ovnitm7+M+mHtVuXda1KjRTpr5y5OeNt2lnp2JNk8Dax09+lmdlSu/buxtWB54HYe+zFwmZld5u5uZge4++TEhRpY+MkUGhzdnmO+vp+szA1MvPLxnGPdPhnC6O6DAZhy49N0fPAiUqpUYtHoqSwaFdSqNDq2E+3uPJtKdWvS5cXr+WPGHMYOGErl3Wty6Ms34tnO+oUrGH/Zo4luSpEUt73thgykQqWKHPbqTQAsnzibKTc8DUDP8Q9SsXoaFSql0qhXR748dWipJnielc2Mwc9y8Ms3YSkV+P3lMayZOY+9rj+ZlVN+ZdGIicx9aQwHPHwJ3cbdz8aVa5h04UMArJk5j4x3vuaoz+/FN2cx46ZnIDv4Ntnh0cuo22UfKtWpQfdJDzPznjf4/eUx7HPzqVRr2QiynXXzljD9+qdKra0Ftf3Hm56hwyuDsZQKzH/5U9bOnEeL6/uzauovLPl4IvNf+pQ2D1/KYV8/wKaVa5h24b8B+NN5PanarAHNr+lH82v6ATDpL0PYsGgFP9/7Jp2H34Zv3sz6eUuZcXlyvI53xnW3DmX85GmsXLmKo/uewSXnnUm/PmVryHHhqCmkH92eY8fdR1bmRsZftfV922PkEEb2CN63k256hs4PhEtGjJ7KwtFTAdj/5lOp0SIdz3bWzVvKxPA9+/39b9P5wYs4ZvRQMJh25ytsXL5tMb4kjrmKpMoMM1vj7tXz7TsKuNbde5vZIcBzBLO23gfOcPc9852TBjwAdCHo2fvV3Xvv6Oe+1fA0vUhiqGKMu6wLUrmcfdZ1/a6gkr14Gr7/LVGHUKr6ZwxLyPoaZ+5xUrHfJC/MeSv6tT8KoJ6dMiR/ohPuGwOMCe+PA1rnOvy3As7JBC5MaKAiIlLmxPnrgJIdERERifUKykp2RERERLOxRERERBLJzOqY2UgzmxX+u90VR82sppnNM7OHi/LcSnZEREQkGaae3wiMcvdWwKhwe3tuB4p8NVUlOyIiIkI2XuxbMZ1IMKOY8N8ClxI3s45AA2BEUZ9YyY6IiIiUyIVAzWyQmU3IdRu0EyE0cPctS+AvJEho8jCzCsD/AdfmP7YjKlAWERGRElkB2d2fAJ7Y3nEz+wRoWMChm/M9j5tZQV1FlwAfuPs8s6Iv6aNkR0REREqFu3ff3jEzW2Rm6e6eYWbpQEHX1DgEONzMLgGqA5XCBXd3VN+jZEdEREQgCa6o8A5wNjA0/Pd/+U9w99O33DezgUCnwhIdUM2OiIiIkBQFykOBHmY2C+gebmNmnczsyeI8sXp2REREJPKrlrv7MuDoAvZPAM4vYP+zwLNFeW717IiIiEisqWdHREREYn25CCU7IiIioguBioiISLwlwWyshFGyIyIiIpEXKCeSCpRFREQk1tSzIyIiIipQFhERkXhTgbKIiIjEmgqURUREJNbUsyPl2ul/jI06hFKz5MpOUYdQqk58YXXUIZSazxZ/F3UIperl/W+JOoRS03f67VGHIElOyY5IOVWeEh0RKZwKlEVERCTWslWzIyIiInEW31RHiwqKiIhIzKlnR0RERDQbS0REROJNyY6IiIjEmhYVFBERkViLc8+OCpRFREQk1tSzIyIiIlpUUEREROJNNTsiIiISa6rZERERESmj1LMjIiIiGsYSERGReIvzMJaSHREREYn1bCzV7IiIiAjZ7sW+FYeZ1TGzkWY2K/y39nbOa2pmI8zsBzP73sz2LOy5leyIiIhIMrgRGOXurYBR4XZBngfucfd9gAOBxYU9sZIdERERwUvgv2I6EXguvP8c0Df/CWa2L5Dq7iMB3H2Nu68r7IlVsyMiIiLFHoYqAQ3cPSO8vxBoUMA5rYGVZvYW0Az4BLjR3bN29MRKdkRERKRECpTNbBAwKNeuJ9z9iVzHPwEaFvDQm/PE4u5mVlBAqcDhwAHAXOBVYCDw1I7iUrIjIiIiJdKzEyY2T+zgePftHTOzRWaW7u4ZZpZOwbU484Ap7v5L+JjhwMEo2ZFk9H//dxs9e3Zl3bpMBg26lilTZuQ5Xr16NT755PWc7caN03nllbe57rp/csYZJzNkyGAWLFgIwGOPPc+zz75SqvHvjJTW7anc+1yoUIFN40ex6bO3Cz5vv4NJO+M61j18Pdnzf4aUVCr3vZAKTVqAOxvffZqsX78r5eh33qX/vISDunVmQ+YG7r7qXmbNmL3dc29/+h+kN03n/O7BF8EW+zbnyqFXUKlyJbI2Z/HgzQ8xc8rM0gp9l9x/3z85tlc31mVmct55VzG5gNfymE+3/s6bNE5n2Etvcc21t9K0aWOefOI+dq9XhxXLV3LWwMuZPz8j/4+IVPvbzyL96HZsztzI+CsfZ+X037Y5p1bbPTnwgYtIqVKRjFFTmXLL8wDsd/3JNOrZEbKd9ctWMf6Kx1i/aCWpNdI46OFLqNq4Lpaawk+Pvs9vr35eyi3bdX8bch+fj/2WOrVrMfzFx6IOJ07eAc4Ghob//q+Ac8YDtcysnrsvAboBEwp74nJdoGxmDc3sFTP72cwmmtkHZtbazPY0sxnhOZ3M7N+FPM+aYsTwm5ntvquPL+S5h5vZ1zs4ntPO0tSzZ1datGhGmzZH8te/3sS//33HNuesWbOWgw8+Luc2d+58hg//KOf4m2++l3MsmRMdrAKVT7iAzGfuZN39V5La7jCsfpNtz6tUhUqHHk/W3J9ydlXsHHwBynzwatY/9Q8qHX82mJVW5LvkwG6dadKsMWcddg733fAAV/zr8u2ee9ixh5K5LjPPvkE3X8AL97/IhT0v5tn/e45BN5+f6JCL5dhe3WjVshl773sYF198A/95+F/bnLNmzVo6dT4m5zZn7jyGD/8AgLvv+jsvDHuDDh17cMedD3DnHTeVdhN2qGG3dlRv3pAPu1zDxOueosPQcwo8r+PQc5lw7ZN82OUaqjdvSMNu7QCY+cj7jDz6Jkb2GEzGyMnse/VJALQ8pwerfprPyO6DGdPvDtrdejpWMaXU2lVcfY/rwWP3bfu5VdYlQYHyUKCHmc0CuofbW/4OPwkQ1uZcC4wys+mAAf8t7InLbbJjZga8DYxx9xbu3hG4iXwFUe4+wd23/4mdpMysFtAR2M3MmkcdT269e/fgpZfeBODbbyez2241adiw/nbPb9myGfXr12Xs2G9LK8QSU+FPLclethBfsQiyNrN56pek7tN5m/MqHTOAjZ+9DZs35uyz+k3I+iXIRX3tKjxzLRUatyi12HfFocd0YcQbIwH4YdKPVK9ZjTr162xzXpWqVTj5gn4Me/ClPPvdnarVqwJQrUY1li1alvigi6FPn568MOwNAL75dhK71dpth6/lVq2aU7/e7nzx5TcA7LNPKz79dCwAn44Zywl9jkl80DuhUa+OzHn9CwCWT5pNpZpVqVK/Vp5zqtSvRWqNNJZPCnrw5rz+BY16dQRg85qtyWxq1cqwZZjEIbV6lXB/FTauXINvzk50c0pMp/b7s1vNGlGHUeKiXmfH3Ze5+9Hu3srdu7v78nD/BHc/P9d5I929rbvv7+4D3X3j9p81UG6THaArsMndc/og3X2qu3+R+yQzO8rM3gvvVzezZ8xsuplNM7N++c7d3czGmdnxZlbPzN40s/Hh7dDwnLrhYkjfhZlqgV/VzWxA+HNmmNldufavMbM7zWyqmX1tZgVVqwOcBLwLvAKcmuvxHcPHTgUu3Yn/XyWmUaOGzJu3IGd7/vyFNGq0vWZA//59eOON9/LsO/HEY/n224946aVHadIkPWGxFpfVrIP/sTRn21ctx3arm+ecCo2aUWG33cmaOSnP/uyMOaTu0wkqVMBq1yelcQtst4R0ApaY3RvWZcmCJTnbSzKWsnvDutucd851A3n9iTdZn7khz/5HbnuUQX+7gJe/HcZFtwziyX89nfCYi6Nxo4bM+z3Xa3leBo0bFVR7GfjLKSfw+uvv5GxPm/Y9f+57LAB9+x5LzZo1qFOnwHXUIpHWsA7rFmxNONdlLCctPW98aem1yVywPGc7M2M5aQ23JrhtbuzP8RP+TdOTujDjniAxnP30CGq2akzvKQ/T89OhTL7lha2JkEQmCXp2EqY8JzttgIk7+ZhbgD/CbLItMHrLgTDpeB/4u7u/DzwI3O/unYF+wJPhqbcCX7r7fgQ9S03z/xAzawTcRTAW2R7obGZb1huoBnzt7u2Az4ELthPrAODl8DYg1/5ngMvCx5cJ/fufwGuvbR26/eCDT9h770M58MBejBr1Bf/9730RRldMZlQ+fiAb3n92m0ObJ44i+49lpF16N5V7n0PW3JngZefb7/a02Lc5jfZIZ+xHY7c51uesPjz6j8cYcODpPHLbY1x779URRJg4p5xyIq+8Ojxn+/obbueIIw5m/Lcfc8ThBzNvXgZZWTucQVvmzBj6Ou93upy5b31Fy3OCnqsGR7Vl5XdzeK/9XxnRfTAdhpxNavW0iCOVOFOB8s7pTq5eEndfEd6tSLDa46Xu/lmuc/e1rTUWNc2sOnAEQa8L7v6+mW15jtw6EwyvLQEws2Hh44YDG4Et3RwTgR75HxwmXq0Ikio3s01m1oagir2Wu2+pBHwBOLaghuaePpiaWofU1Orb/Z9SFBdeeBbnnBP8r5s4cRpNmjTKOda4cUMWLFhU4OP2338fUlNTmDx5a2nR8uUrc+4/88wr3HlnctU55Bb05GztjQl6enINzVRKo0KDpqQN+mdwvHotqpx1I+ufH0r2/J/ZmCsJSrvoTrKXbu1FSBYnnt2H4047DoCZU2dSr1G9nGP10ndn6cK8Q1H7dtyX1m1bM2zc86SkplCrbi3+7/V7uKb/dRxzcg/+8/dHAPjsvc+55p6rSq8hRXTxRWdz3nmnAzBhwhSa/CnXa7lJOvPDwvn82rbdl9TUVCZNnp6zLyNjEf1PCb6vVKtWlZP+fDx//LEqgdEXrsXAHjQ/vSsAy6f+QtVGddnyG6yaXofMjLwfWZkZK0hrtLUnJy29DpkLl5PfnLfGcviL1/H9vW/S7NQj+PHhdwFY+9si1s5dQo2W6ayY8ktiGiVF4jH4MrU95bln5zuCmpaSsJkg8eiZa18F4GB3bx/eGrv7Lhcy57LJPae/N4uCE9ZTgNrAr2b2G7AneXt3CuXuT7h7J3fvVNxEB+Dxx5/PKSh+990RnHZaMAJ44IEHsGrVahYuLHi171NOOYHXXnsnz77cNRG9e/dg5sztz/aJWva82VTYPR2rXR9SUkltdxhZP+SaOLBhHWvvOId1d1/MursvJvv3n3ISHSpWgoqVAUhp2Rays/HF8yJqyfb977l3ubDnxVzY82LGfvQVx5wc5N/7dNibtavXsnxx3j98777wHn/pNIDTDzmLK/58NfN+mc81/a8DYNmiZbQ7pC0ABxzanvm/Jl9y9+hjz+UUG7/zzsecefrJABx0YAdW/bFqu6/lU/9yIq/m6tUBqFu3Nlu+EN14w2U8+1z0xfY/PzuSkT0GM7LHYOZ/OIE9+h8OQJ0OLdm0OpP1i1fmOX/94pVsXp1JnQ4tAdij/+Es+CjoNK/ebOvwdOOeHVk9O5hptm7+Muofth8AlXevSY0W6aydW+iK/5Jg2Xixb8mqPPfsjAaGmNmgLQsemVlbYDfg9+08ZiRBncuV4fm1w94dB84FXjezG9z9LmAEcBlwT3hue3efQjD0dBpwh5kdS5CU5Pct8O9wltYKgkTloZ1o2wCgl7uPC392M+ATd7/ZzFaa2WHu/iVw+k48Z4n56KPR9OzZle+++5x16zK58MJrc459/fUHHHzwcTnb/fr1pm/fgXkef8klAzn++B5s3ryZFSv+4IILriVpZWez4Z0nSTv3FrAKbJowmuzFv1Op+6lkzZ+dN/HJx6rtFjzOnexVy1n/2g4nBSaFb0Z/y0HdDuSFL59l/foN3HP1vTnHHv/4US7sefEOH3/f9fdz6T8uISW1Ahs3bOK+Gx5IdMjF8sGHo+jVqxszfxjLusxMzj9/67DbhPEj6NR5a8Hxyf360OfEM/M8/sgju3Dn7TfhOF988TWXXZ5nXbXILRw1hfSj23PsuPvIytzI+KsezznWY+QQRvYYDMCkm56h8wMXklKlEgtHT2Xh6KkA7H/zqdRokY5nO+vmLWXiDUEN1vf3v03nBy/imNFDwWDana+wcXlJfBcsHdfdOpTxk6excuUqju57Bpecdyb9+vQs/IFJzmNcN2VxblxhwtqYBwh6eNYDvxEkMpuA99y9jZkdBVzr7r3DYaj/hOdnAf9w97fMbI27VzezygTrBPwPeC08dx+CpPJzd7/IzOoS1NE0Br4CjgE6uvvWKtYgtgHAYIIC5vfd/YZw/xp3rx7ePxno7e4Dcz1uT2As0CRXDxBmNgm4mKAX6mmCBG0EcJy7t9nR/6e0tD3KzYtkyZWdog6h1Jz4wuqoQyhVny1O/jWKStLLdY+KOoRS03f67VGHUKoq7t48IWtQNKnTptif9fOWz0jK9THKdbIjRaNkJ56U7MSbkp34UrKz88rzMJaIiIiE4tz5oWRHREREkuGq5wmjZEdERESSelHA4lKyIyIiIrEexirP6+yIiIhIOaCeHREREUnqRQGLS8mOiIiIxHoYS8mOiIiIxHo2lmp2REREJNbUsyMiIiIaxhIREZF4U4GyiIiIxJp6dkRERCTWVKAsIiIiUkapZ0dERER0bSwRERGJtzgPYynZERERERUoi4iISLzFeRhLBcoiIiISa+rZEREREQ1jiYiISLwp2REREZFYi2+qAxbnTE7KNjMb5O5PRB1HaShPbYXy1d7y1FYoX+0tT20t61SgLMlsUNQBlKLy1FYoX+0tT22F8tXe8tTWMk3JjoiIiMSakh0RERGJNSU7kszK01h4eWorlK/2lqe2Qvlqb3lSs1zFAAAWZklEQVRqa5mmAmURERGJNfXsiIiISKwp2REREZFYU7IjScXM0sxsr6jjkMQws6pRx1BaylNbRZKdkh1JGmbWB5gCfBRutzezd6KNSkqCmXUxs++BH8Ptdmb2SMRhJUR5amtucf6iYmbTzWza9m5RxyeFU7IjyeQ24EBgJYC7TwGaRRlQophZAzN7ysw+DLf3NbPzoo4rge4HegLLANx9KnBEpBElTnlqK1Auvqj0BvoQtO8j4PTw9kF4kySnZEeSySZ3/yPfvrhOF3wW+BhoFG7/BFwZWTSlwN1/z7crK5JASkF5amvoNmL8RcXd57j7HKCHu1/v7tPD243AMVHHJ4VTsiPJ5DszOw1IMbNWZvYQ8FXUQSXI7u7+GpAN4O6bifcfxN/NrAvgZlbRzK4Ffog6qAQpT23dorx8UTEzOzTXRhf0d7RM0C9JksllwH7ABuAl4A/gikgjSpy1ZlaX8A+CmR1M0N64ugi4FGgMzAfah9txVJ7aukV5+aJyHvCImf1mZnOAR4BzIo5JikCLCkrSMLP+7v56YfviwMw6AA8BbYAZQD3gZHdXsaOUOeHMs5sJhnSMYIj2dndfH2lgCWJmuwG4+x9m1tndx0cdk+yYkh1JGmY2yd07FLYvLswsFdiL4I/DTHffFHFICWNmzQh67vYEUrfsd/cTooopUczs3wXs/gOY4O7/K+14pOSZ2b7AAOBU4A937xRxSFKI1MJPEUksMzsWOA5onO8PRU1gczRRJZaZnZRvV2sz+wOY7u6Lo4gpwYYDTwHvEtYpxVgVYG9gS49kP+BXoJ2ZdXX32BSim9m77KA2J07JrJntSZDgDAA2AXsAndz9t+iikqJSsiPJYAEwATgBmJhr/2rgqkgiSrzzgEOAT8Ptowja3szM/unuL0QVWIKsd/eCejziqC1wqLtnAZjZo8AXwGHA9CgDS4B7ow6gNJjZOIIvX68A/dx9lpn9qkSn7FCyI5EL1yGZambDwllJ5UEqsI+7L4Jg3R3geeAg4HMgbsnOg2Z2KzCCoAAdAHefFF1ICVMbqM7WgvNqQB13zzKzDdt/WNnj7p9FHUMpWURQcN6AoL5uFvGcbRZbSnYkcmb2mrufAkw2s9wfIAa4u7eNKLRE+tOWRCe0ONy33MziWLuzP3Am0I2tw1gebsfN3cAUMxtD8Bo+AhhiZtWAT6IMLFHMrBXwL2BfgmE8ANy9eWRBlSB37xsWJZ8E3Ba2t5aZHeju30YcnhSBCpQlcmaW7u4ZZrZHQcfDxbxiJbx8QFPy1nXMA64D3nP3rlHFlghmNhvY1903Rh1LaTCzdIJF9gDGu/uCKONJNDP7EriVYPXoPgTTsSu4+98jDSxBzKw+cApB/U5Td/9TxCFJIZTsSNIJ1585Apjr7hMLO78sMjMj+JZ4WLhrBdDA3WO5HouZDQcGxbT4ehtmVhtoRd5ejs+jiyixzGyiu3c0s+nuvn/ufVHHlmhmtkccv5DFjYaxJHJm9h5wo7vPCL8RTyIoWG5hZk+4+wPRRljy3N3N7BfgYKA/wWydN6ONKqFqAT+a2Xjy1uzEZrbOFmZ2PsFimE0Irhd1MDCOeA7ZbbHBzCoAs8zsrwSLKVaPOKZSoUSnbFDPjkTOzL5z9/3C+4OBvd39LDOrAYyNU82OmbVm6/TVpcCrwLXuXuAQXlyY2ZEF7Y9jgauZTQc6A1+7e3sz2xsY4u75lxuIDTPrTHBJjFrA7cBuwN3u/nWkgYmE1LMjySB3Qe7RwH8B3H21mcVtTZYfCaYh93b32QBmFtfp9Tnc/bNwxlnncNe3MR7SWu/u680MM6vs7j+a2V5RB5VIuVYQXoMunyBJSMmOJIPfzewyggLdDsBHAGaWBlSMMrAEOIlg1dVPzewjgnU7LNqQEs/MTgHuAcYQtPchM7vO3d+INLDEmGdmtQgWUhxpZiuAWA51mNk7Ozoet2FKM6sHXMC2K4GfG1VMUjQaxpLIhTMb/gmkA/9x9xHh/q5AR3eP3cJl4TTkEwmGs7oRrLHz9pa2x42ZTQV6bOnNCf9ofOLu7aKNLLHC4bvdgI/iOBPNzJYAvwMvA9+QL3GP2zClmX1F0DM7Ecjast/d41xvFwtKdkQiFs7c6Q/8xd2PjjqeRMg9SyfcrgBMzb0vLsysBTDP3TeY2VEEKyo/7+4ro42s5JlZCtCDIGlvC7wPvOzu30UaWIKY2RR3bx91HLLzKkQdgEh55+4r3P2JuCY6oY/M7GMzG2hmAwn+KH4YcUyJ8iaQZWYtgSeAPwEvRRtSYrh7lrt/5O5nE8w6mw2MCWdkxdF7ZnZc1EHIzlPPjoiUivDip1vWFfrC3d+OMp5EMbNJ7t7BzK4jKFZ+yMwmu/sBUceWCGZWGTieoHdnT+Ad4Gl3nx9lXIlgZqsJLv+xka0TK9zda0YXlRSFCpRFJOHMrBnwgbu/FW6nmdmeMb2Q4iYzGwCcTbCaMMSv0B4AM3seaAN8APzD3WdEHFJCuXuNqGOQXaOeHUkamukQX2Y2AeiypUjXzCoRrKHUecePLHvMbF/gImCcu78cJnqnuPtdEYdW4sKlIdaGmwVd1y52PR5mdgLBCu8AY9z9vSjjkaJRsiNJQzMd4qugwk4zmxr32VgSL2Y2lGCtqGHhrgHABHe/KbqopCg0jCXJpKq73xB1EJIQS8zsBHd/B8DMTiRYQTo2wpWTc397dII2fgrc6+7rIwlMStJxQHt3zwYws+eAyYCSnSSnZEeSyXtmdpy7fxB1IFLiLgKGmdnDBEMcvwNnRRtSietdwL46BLU7DxEM0UrZVwtYHt7fLcpApOg0jCVJQzMd4s/MqgO4+5qoYylNcZ6NVZ6EhedDCXrrjKB250Z3fzXSwKRQSnZEJOHC6cn92Lb4/J9RxVSaVJ8UH2aWTt5rvC2MMh4pGg1jSVLRTIfY+h/wB0Hx+YaIY0kIM+tQwO7awBnA56UcjiSIu2cQrCUkZYh6diRpaKZDfJnZDHdvE3UciWRmn+bb5cAygoufPuHum7Z5kIiUCiU7kjTMbBp5ZzqkAJPdvW20kUlxmdkTwEPuPj3qWESk/NEwliQbzXSIp8OAgWb2K8Ew1pZF55TIStIzszo7Ou7uy3d0XKKnZEeSyb+AyeFwQM5Mh2hDkhJybNQBiBTDRIJhSQOaAivC+7WAuUCz6EKTotAwliQVzXSIl/L4jdjMKrv7hsL2SdljZv8F3t6yFpiZHQv0dfcLo41MCqNkR0QSJhy22vKNOD939+alHFLCbbnqeWH7pOwxs+nuvn9h+yT5aBhLRBLG3ctN976ZNQQaA2lmdgBbE7yaQNXIApOStMDM/ga8GG6fDiyIMB4pIiU7IiIloycwEGgC3Jdr/ypgcBQBSYkbANwKvE3QY/l5uE+SnIaxJGmY2QvufmZh+0SSmZn1c/c3o45DEsfMqrn72qjjkKKrEHUAIrnsl3sjXGenY0SxiOyqsWb2lJl9CGBm+5rZeVEHJcVnZl3M7Hvgh3C7nZk9EnFYUgRKdiRyZnZTeBHQtma2KrytBhYTXGZAYsLM6ptZ0y23qONJkGeAj4FG4fZPwJXRhSMl6H6C4cplAO4+la2Xt5EkpmRHIufu/3L3GsA97l4zvNVw97q6VEQ8mNkJZjYL+BX4DPgN+DDSoBJnd3d/DcgGcPfNQFa0IUlJcfff8+3S77YMUIGyJA13v8nMGgN7kPfK2LqIYtl3O3Aw8Im7H2BmXQkukBlHa82sLkEBK2Z2MMFFUKXs+93MugBuZhWBKwiHtCS5KdmRpBFeCPRU4Hu2flvaMuNByrZN7r7MzCqYWQV3/9TMHog6qAS5muCq2C3MbCxQDzg52pCkhFwEPEiwxMB8YARwSaQRSZEo2ZFk8mdgL600G0srzaw68AUwzMwWA7GczeLuk8zsSGAvgrV2ZuqK57HR2d1Pz73DzC4CHosoHikiTT2XpBHOXunv7muijkVKlplVAzIJ6gRPJ7jI6zB3XxZpYAkSDnXsSd7h2OcjC0hKhJl9BfzN3UeH29cB3dxd135LcurZkWSyDphiZqMIrowNgLtfHl1IUhLcfa2Z7QG0cvfnzKwqkBJ1XIlgZi8ALYAp5B2OVbJT9p0AvBcmOb2AvYETow1JikI9O5I0zOzsgva7+3OlHYuULDO7ABgE1HH3FmbWCnjM3Y+OOLQSZ2Y/APu6PlxjyczqA58QXAn9XP2eywYlO5JUzCwNaOruM6OORUqOmU0BDgS+cfcDwn2xvICimb0OXO7uGVHHIiUjXPdrywVtHagEbA7vu7vXjDA8KQINY0nSMLM+wL0EHyTNzKw98E93PyHayKQEbHD3jWbBtTHNLJVwanYM7Q58b2bfknc4Vq/jMipcB0zKMCU7kkxuI/j2PwbA3aeYWfMoA5IS85mZDSa4IngPgum670YcU6LcFnUAkhhm9mdgtLv/EW7XAo5y9+HRRiaF0TCWJA0z+9rdDzazybmGOqa5e9uoY5PisaBL53zgGIKhgI+BJ+NW7xBez+07d9876lik5JnZFHdvn29fzueVJC/17Egy+c7MTgNSwgLWy4GvIo5JiilfAvDfqONJJHfPMrOZZtbU3edGHY+UuIIusaS/o2WAro0lyeQygiufbwBeBlahCyiWee6eBcyM8YU/86tNkLiPMrN3ttyiDkpKxAQzu8/MWoS3+whmZUmS0zCWJB0zq0kww2F11LFIyTCzz4EDgG/JtXJyHIt2w9WTt+Hun5V2LFKywsUxbwG6h7tGAne4eyxXA48TJTuSNMysM/A0sGXmwx8E61jom1MZV94SgFwLKH6yZQFFJe8i0VGyI0nDzKYBl7r7F+H2YcAjKlCOn/B3O8DdL406lpJWnhZQLC/M7AF3v9LM3qWAJRPi2EMZNyqskmSStSXRAXD3L81sc5QBSckxswOA04D+wK/Am9FGlDCXEi6gCODus8JVd6XseiH8995Io5BdpmRHkslnZvY4QXGyA38BxphZBwiuJh1lcLLzzKw1MCC8LQVeJehR7hppYIlVnhZQLBe2DKXHddi1PNAwliQNM/t0B4fd3buVWjBSIswsG/gCOM/dZ4f7fnH32C4WaWZ3AyuBswhmGF4CfO/uN0camOwyM5tOwQmrEXw2aag9ySnZEZGEMbO+wKnAocBHwCsEiwk2izSwBDKzCsB55FpA0d1jvb5Q3IUF59vl7nNKKxbZNUp2JHLhNbGmbfnAMLO/A/2AOcAV7v5rlPFJ8YVTdk8kGM7qBjwPvO3uIyINLAHM7Ap3f7CwfVJ2mFlLoIG7j823/1Bgobv/HE1kUlRaVFCSwZ3AEgAz6w2cAZwLvAM8FmFcUkLcfa27v+TufYAmwGTghojDSpSzC9g3sLSDkBL1AMEip/mtCo9JklPPjkTOzKa6e7vw/tPATHe/K9ye5O4dIg1QpAjMbADBbLPDCOqUtqgBZGvqedllZuPdvfN2jk139/1LOybZOZqNJcnAzKw6sA44Gngk17Eq0YQkstO+AjKA3YH/y7V/NTAtkoikpNTawbG0UotCdpmSHUkGDwBTCLqEf3D3CZCzLktGlIGJFFVYczYHOCTqWKTETTCzC/IXmpvZ+ejaWGWChrEkKZhZY6A+MNXds8N96UBFXT1ayhIzOwm4i+D1bGydnlwz0sBkl5lZA+BtYCNbk5tOQCXgz+6+MKrYpGiU7IiIlCAzmw30cfcfoo5FSpaZdQXahJvfufvoKOORolOyIyJSgsxsrLsfGnUcIrKVkh0RkRJkZg8CDYHhwIYt+939rciCEinnVKAsSSW8GnYrd3/GzOoB1bWooJQxNQlmFh6Ta58DSnZEIqKeHUkaZnYrQdHfXu7e2swaAa9rSEBERIpDPTuSTP4MHABMAnD3BWZWI9qQRIrGzB5iB1c3d/fLSzEcEclFyY4kk43u7mbmkHM9JZGyYkLUAYhIwZTsSDJ5zcweB2qZ2QUE18fS1aKlTHD356KOQUQKppodSSpm1oOgsNOAj919ZMQhiYhIGadkR5KOmdUkV6+juy+PMBwRESnjNIwlScPMLgT+AawHsgmX2QeaRxmXyM4ws7ruvizqOERkK/XsSNIws1nAIe6+NOpYRHZV+DqeAjwDfOj6kBWJXIWoAxDJ5WeCxdhEyrLWwBPAmcAsMxtiZq0jjkmkXFPPjiQNMzuA4NvwN+RdZl/rk0iZFF448kWgGjAVuNHdx0UblUj5o5odSSaPA6OB6QQ1OyJljpnVBc4g6NlZBFwGvAO0B14HmkUXnUj5pGRHkklFd7866iBEimkc8ALQ193n5do/wcweiygmkXJNw1iSNMxsCPAb8C55h7E09VzKDDMzFSWLJBclO5I0zKygq5u7u2vquSQ9M3uXHV8b64RSDEdEclGyIyJSAszsyB0dd/fPSisWEclLyY5Ezsy6uftoMzupoOPu/lZpxyQiIvGhAmVJBkcQzMLqU8AxB5TsSNIzs9fc/RQzm04Bw1nu3jaCsEQEJTuSHCoBuPs5UQciUgxXhP/2jjQKEdmGhrEkcmY2yd07RB2HiIjEk3p2JBmkmFltggt/bkNTz6UsMbODgYeAfQh6LVOAte5eM9LARMoxJTuSDPYGJlJwsqOrnktZ8zBwKsFqyZ2AswiulyUiEVGyI8nge3c/IOogREqKu882sxR3zwKeMbPJwE1RxyVSXinZEREpWevMrBIwxczuBjKAChHHJFKu6Q0oyeDBqAMQKUFnEny2/hVYC/wJ6BdpRCLlnGZjiYiUMDOrB+DuS6KORUTUsyMiUiIscJuZLQVmAj+Z2RIz+3vUsYmUd0p2JGmYWd2oYxAphquAQ4HO7l7H3WsDBwGHmtlV0YYmUr5pGEuShpnNAqYAzwAful6cUoaEM656uPvSfPvrASM041AkOurZkWTSGniCoMBzlpkNMTOtTyJlRcX8iQ7k1O1UjCAeEQkp2ZGk4YGR7j4AuAA4G/jWzD4zs0MiDk+kMBt38ZiIJJiGsSRphDU7ZxD07CwCngLeAdoDr7t7swjDE9khM8simGq+zSGgirurd0ckIlpUUJLJOOAFoK+7z8u1f4KZPRZRTCJF4u4pUccgIgVTz44kDTMzFSWLiEhJU7IjkTOzdwku+Fkgdz+hFMMREZGY0TCWJIN7ow5ARETiSz07IiIiEmvq2ZHImdlr7n6KmU2ngOEsd28bQVgiIhIT6tmRyJlZurtnmNkeBR139zmlHZOIiMSHkh0RERGJNa2gLEnDzA42s/FmtsbMNppZlpmtijouEREp25TsSDJ5GBgAzALSgPOB/0QakYiIlHlKdiSpuPtsIMXds9z9GaBX1DGJiEjZptlYkkzWmVklYIqZ3Q1koIRcRESKSX9IJJmcSfCa/CvBBRX/BPSLNCIRESnzNBtLkoqZ1QNw9yVRxyIiIvGgnh2JnAVuM7OlwEzgJzNbYmZ/jzo2EREp+5TsSDK4CjgU6Ozuddy9NnAQcKiZXRVtaCIiUtZpGEsiZ2aTgR7uvjTf/nrACHc/IJrIREQkDtSzI8mgYv5EB3LqdipGEI+IiMSIkh1JBht38ZiIiEihNIwlkTOzLIKp5tscAqq4u3p3RERklynZERERkVjTMJaIiIjEmpIdERERiTUlOyIiIhJrSnZEREQk1pTsiIiISKwp2REREZFY+3/Sz1s1geFTLAAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 576x432 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QhCgVKdF2Tlh",
        "colab_type": "text"
      },
      "source": [
        "What you see in the annotation of a heatmap is pearson-r correlation coeff."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "j9HOMotNzzAB",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 85
        },
        "outputId": "4101c4e5-9ce2-4dbe-fe75-b21ae26f1652"
      },
      "source": [
        "df.columns"
      ],
      "execution_count": 40,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['Daily Time Spent on Site', 'Age', 'Area Income',\n",
              "       'Daily Internet Usage', 'Ad Topic Line', 'City', 'Male', 'Country',\n",
              "       'Timestamp', 'Clicked on Ad'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 40
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TZM3qfnK0S_5",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 458
        },
        "outputId": "c88cd624-ab7d-46fa-92cb-91ef654059f7"
      },
      "source": [
        "sns.set_style('whitegrid')\n",
        "# fig,ax = plt.subplots(nrows=1,ncols=3)\n",
        "\n",
        "sns.jointplot(x='Age',y='Area Income',data=df)"
      ],
      "execution_count": 47,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.JointGrid at 0x7f46ed695f28>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 47
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x432 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "njbtI5vG0tqU",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 458
        },
        "outputId": "ce228d2e-e4eb-4000-dba0-fe1f9bd7d54d"
      },
      "source": [
        "sns.set_style('whitegrid')\n",
        "sns.jointplot(x='Age',y='Daily Time Spent on Site',data=df,kind='kde')"
      ],
      "execution_count": 45,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.JointGrid at 0x7f46eefb4208>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 45
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x432 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uUIqucRn1R4_",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 944
        },
        "outputId": "c10c2d15-af2b-46d4-870f-136485bd5a53"
      },
      "source": [
        "sns.pairplot(df,hue='Clicked on Ad',palette='bwr')"
      ],
      "execution_count": 49,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.PairGrid at 0x7f46ed5b4fd0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 49
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 975.75x900 with 30 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6m5y5xvy3Wkf",
        "colab_type": "text"
      },
      "source": [
        "#Machine Learning Time"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IpLVMvaX3sIC",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# df.columns\n",
        "X = df[['Daily Time Spent on Site', 'Age', 'Area Income',\n",
        "       'Daily Internet Usage','Male']]\n",
        "\n",
        "y = df['Clicked on Ad']"
      ],
      "execution_count": 53,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lGgvqJoO2irV",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from sklearn.model_selection import train_test_split"
      ],
      "execution_count": 50,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qQ7GFsp93gaC",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "X_train, X_test, y_train, y_test = train_test_split( X, y, test_size=0.33, random_state=42)"
      ],
      "execution_count": 54,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "17yktJTR3o33",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from sklearn.linear_model import LogisticRegression"
      ],
      "execution_count": 55,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-gLvXYIH4Ndc",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "logreg = LogisticRegression()"
      ],
      "execution_count": 56,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "d59MaBl94iBZ",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 102
        },
        "outputId": "fdb1be88-8f13-4ef6-85ac-32bba2254e52"
      },
      "source": [
        "logreg.fit(X_train,y_train)"
      ],
      "execution_count": 57,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n",
              "                   intercept_scaling=1, l1_ratio=None, max_iter=100,\n",
              "                   multi_class='auto', n_jobs=None, penalty='l2',\n",
              "                   random_state=None, solver='lbfgs', tol=0.0001, verbose=0,\n",
              "                   warm_start=False)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 57
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nLk5XM1e4nWm",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "y_p = logreg.predict(X_test)"
      ],
      "execution_count": 58,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qQ6u251t4uRm",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "comparison_df = pd.DataFrame({'Actual y': y_test , 'Predicted y': y_p})"
      ],
      "execution_count": 60,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uSXUQTtx45j-",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "correct = comparison_df[comparison_df['Actual y'] == comparison_df['Predicted y']]\n",
        "\n",
        "Accuracy = len(correct)/len(comparison_df)"
      ],
      "execution_count": 64,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "t1LCe_934_LG",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "a6df16e7-1eb0-4495-e8ff-908442037023"
      },
      "source": [
        "Accuracy"
      ],
      "execution_count": 66,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.906060606060606"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 66
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FozXWGJA57rv",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        },
        "outputId": "b02160aa-cb38-4820-dfe7-91c6bdc3c243"
      },
      "source": [
        "print(f'Correct Predictions : {len(correct)}')\n",
        "print(f'In-Correct Predictions : {len(comparison_df) - len(correct)}')"
      ],
      "execution_count": 71,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Correct Predictions : 299\n",
            "In-Correct Predictions : 31\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "j6BS8biK5e8O",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from sklearn.metrics import classification_report"
      ],
      "execution_count": 67,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "O74KxAGJ5w3-",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 170
        },
        "outputId": "657a92e0-08fe-4cc1-c669-086d1116daa7"
      },
      "source": [
        "print(classification_report(y_test,y_p))"
      ],
      "execution_count": 68,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.86      0.96      0.91       162\n",
            "           1       0.96      0.85      0.90       168\n",
            "\n",
            "    accuracy                           0.91       330\n",
            "   macro avg       0.91      0.91      0.91       330\n",
            "weighted avg       0.91      0.91      0.91       330\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1u3A1UJ053Uq",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}